nba_shots

Dataset statistics

Number of variables	26
Number of observations	989617
Missing cells	34
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	196.3 MiB
Average record size in memory	208.0 B

Variable types

CAT	12
NUM	12
BOOL	2

Reproduction

Analysis started	2021-09-06 03:31:40.770106
Analysis finished	2021-09-06 03:34:01.963817
Duration	2 minutes and 21.19 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`GRID_TYPE` has constant value "Shot Chart Detail"	Constant
`SHOT_ATTEMPTED_FLAG` has constant value "1"	Constant
`PLAYER_NAME` has a high cardinality: 539 distinct values	High cardinality
`ACTION_TYPE` has a high cardinality: 53 distinct values	High cardinality
`PERIOD` is highly correlated with `GAME_EVENT_ID`	High correlation
`GAME_EVENT_ID` is highly correlated with `PERIOD`	High correlation
`GAME_DATE` is highly correlated with `GAME_ID`	High correlation
`GAME_ID` is highly correlated with `GAME_DATE`	High correlation
`SHOT_ZONE_BASIC` is highly correlated with `SHOT_TYPE`	High correlation
`SHOT_TYPE` is highly correlated with `SHOT_ZONE_BASIC` and 1 other fields	High correlation
`SHOT_ZONE_RANGE` is highly correlated with `SHOT_TYPE`	High correlation
`MINUTES_REMAINING` has 95937 (9.7%) zeros	Zeros
`SECONDS_REMAINING` has 26720 (2.7%) zeros	Zeros
`SHOT_DISTANCE` has 91731 (9.3%) zeros	Zeros
`LOC_X` has 49320 (5.0%) zeros	Zeros
`LOC_Y` has 17317 (1.7%) zeros	Zeros

df_index
Real number (ℝ_≥0)

Distinct count	190983
Unique (%)	19.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	84251.11526681534
Minimum	0
Maximum	190982
Zeros	6
Zeros (%)	< 0.1%
Memory size	7.6 MiB

Quantile statistics

Minimum	0
5-th percentile	8246
Q1	41234
median	82468
Q3	123702
95-th percentile	170023
Maximum	190982
Range	190982
Interquartile range (IQR)	82468

Descriptive statistics

Standard deviation	50438.49262
Coefficient of variation (CV)	0.5986685454
Kurtosis	-1.024681249
Mean	84251.11527
Median Absolute Deviation (MAD)	41234
Skewness	0.1580072179
Sum	8.337633594e+10
Variance	2544041538

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	6	< 0.1%
16073	6	< 0.1%
48857	6	< 0.1%
46808	6	< 0.1%
52951	6	< 0.1%
50902	6	< 0.1%
57045	6	< 0.1%
54996	6	< 0.1%
61139	6	< 0.1%
59090	6	< 0.1%
Other values (190973)	989557	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
1	6	< 0.1%
2	6	< 0.1%
3	6	< 0.1%
4	6	< 0.1%

Value	Count	Frequency (%)
190982	1	< 0.1%
190981	1	< 0.1%
190980	1	< 0.1%
190979	1	< 0.1%
190978	1	< 0.1%

GRID_TYPE
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Shot Chart Detail	989617

Common Values
Length

Value	Count	Frequency (%)
Shot Chart Detail	989617	100.0%

Length

Max length	17
Median length	17
Mean length	17
Min length	17

GAME_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	7059
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21774118.457167774
Minimum	21500001
Maximum	22001080
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	21500001
5-th percentile	21500493
Q1	21601040
median	21800424
Q3	21900729
95-th percentile	22000802
Maximum	22001080
Range	501079
Interquartile range (IQR)	299689

Descriptive statistics

Standard deviation	166181.2229
Coefficient of variation (CV)	0.007632052853
Kurtosis	-1.173328214
Mean	21774118.46
Median Absolute Deviation (MAD)	100435
Skewness	-0.1712635354
Sum	2.154803779e+13
Variance	2.761619884e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
21800639	216	< 0.1%
22000216	215	< 0.1%
21800928	214	< 0.1%
22000811	214	< 0.1%
22001012	214	< 0.1%
21900818	213	< 0.1%
21800881	213	< 0.1%
21901281	213	< 0.1%
21900787	213	< 0.1%
22000919	212	< 0.1%
Other values (7049)	987480	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21500001	150	< 0.1%
21500002	112	< 0.1%
21500003	103	< 0.1%
21500004	130	< 0.1%
21500005	97	< 0.1%

Value	Count	Frequency (%)
22001080	185	< 0.1%
22001079	192	< 0.1%
22001078	202	< 0.1%
22001077	176	< 0.1%
22001076	185	< 0.1%

GAME_EVENT_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	897
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	303.45167878078087
Minimum	2
Maximum	1012
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	2
5-th percentile	24
Q1	138
median	298
Q3	454
95-th percentile	617
Maximum	1012
Range	1010
Interquartile range (IQR)	316

Descriptive statistics

Standard deviation	189.2898542
Coefficient of variation (CV)	0.6237891151
Kurtosis	-1.016659769
Mean	303.4516788
Median Absolute Deviation (MAD)	158
Skewness	0.1698862561
Sum	300300940
Variance	35830.6489

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	4161	0.4%
9	3322	0.3%
11	2851	0.3%
13	2667	0.3%
15	2539	0.3%
17	2453	0.2%
19	2434	0.2%
16	2413	0.2%
22	2412	0.2%
25	2397	0.2%
Other values (887)	961968	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1356	0.1%
3	734	0.1%
4	968	0.1%
5	852	0.1%
6	864	0.1%

Value	Count	Frequency (%)
1012	1	< 0.1%
986	1	< 0.1%
984	1	< 0.1%
980	1	< 0.1%
979	1	< 0.1%

PLAYER_ID
Real number (ℝ_≥0)

Distinct count	539
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	696610.8768846937
Minimum	2544
Maximum	1630466
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	2544
5-th percentile	200755
Q1	202339
median	203500
Q3	1627741
95-th percentile	1629164
Maximum	1630466
Range	1627922
Interquartile range (IQR)	1425402

Descriptive statistics

Standard deviation	685022.08
Coefficient of variation (CV)	0.9833640311
Kurtosis	-1.605058913
Mean	696610.8769
Median Absolute Deviation (MAD)	1891
Skewness	0.6194485052
Sum	6.893779662e+11
Variance	4.692552501e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
201566	9064	0.9%
201935	8754	0.9%
203081	8592	0.9%
203078	7896	0.8%
203468	7860	0.8%
201942	7616	0.8%
2544	7559	0.8%
202331	7479	0.8%
203952	7409	0.7%
202689	7392	0.7%
Other values (529)	909996	92.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2544	7559	0.8%
2546	5544	0.6%
2617	145	< 0.1%
2730	2773	0.3%
2738	1741	0.2%

Value	Count	Frequency (%)
1630466	67	< 0.1%
1630273	84	< 0.1%
1630271	108	< 0.1%
1630268	7	< 0.1%
1630267	315	< 0.1%

PLAYER_NAME
Categorical

HIGH CARDINALITY

Distinct count	539
Unique (%)	0.1%
Missing	34
Missing (%)	< 0.1%
Memory size	7.6 MiB

Russell Westbrook	9064
James Harden	8754
Damian Lillard	8592
Bradley Beal	7896
CJ McCollum	7860
Other values (534)	947417

Common Values
Length

Value	Count	Frequency (%)
Russell Westbrook	9064	0.9%
James Harden	8754	0.9%
Damian Lillard	8592	0.9%
Bradley Beal	7896	0.8%
CJ McCollum	7860	0.8%
DeMar DeRozan	7616	0.8%
LeBron James	7559	0.8%
Paul George	7479	0.8%
Andrew Wiggins	7409	0.7%
Kemba Walker	7392	0.7%
Other values (529)	909962	92.0%

Length

Max length	24
Median length	13
Mean length	13.16011346
Min length	3

TEAM_ID
Real number (ℝ_≥0)

Distinct count	30
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1610612751.6020148
Minimum	1610612737
Maximum	1610612766
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1610612737
5-th percentile	1610612738
Q1	1610612744
median	1610612752
Q3	1610612759
95-th percentile	1610612765
Maximum	1610612766
Range	29
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.705218982
Coefficient of variation (CV)	5.404911251e-09
Kurtosis	-1.21511966
Mean	1610612752
Median Absolute Deviation (MAD)	8
Skewness	-0.02874163379
Sum	1.593889759e+15
Variance	75.78083752

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1610612765	38006	3.8%
1610612761	37500	3.8%
1610612760	37082	3.7%
1610612738	36859	3.7%
1610612757	36097	3.6%
1610612750	35892	3.6%
1610612762	34903	3.5%
1610612764	34462	3.5%
1610612747	34165	3.5%
1610612755	34083	3.4%
Other values (20)	630568	63.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1610612737	33350	3.4%
1610612738	36859	3.7%
1610612739	31653	3.2%
1610612740	33086	3.3%
1610612741	33679	3.4%

Value	Count	Frequency (%)
1610612766	30945	3.1%
1610612765	38006	3.8%
1610612764	34462	3.5%
1610612763	26646	2.7%
1610612762	34903	3.5%

TEAM_NAME
Categorical

Distinct count	30
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Detroit Pistons	38006
Toronto Raptors	37500
Oklahoma City Thunder	37082
Boston Celtics	36859
Portland Trail Blazers	36097
Other values (25)	804073

Common Values
Length

Value	Count	Frequency (%)
Detroit Pistons	38006	3.8%
Toronto Raptors	37500	3.8%
Oklahoma City Thunder	37082	3.7%
Boston Celtics	36859	3.7%
Portland Trail Blazers	36097	3.6%
Minnesota Timberwolves	35892	3.6%
Utah Jazz	34903	3.5%
Washington Wizards	34462	3.5%
Los Angeles Lakers	34165	3.5%
Philadelphia 76ers	34083	3.4%
Other values (20)	630568	63.7%

Length

Max length	22
Median length	15
Mean length	15.78954282
Min length	9

PERIOD
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	8
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.4672221677679347
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.134206885
Coefficient of variation (CV)	0.459710074
Kurtosis	-1.209259186
Mean	2.467222168
Median Absolute Deviation (MAD)	1
Skewness	0.09916322205
Sum	2441605
Variance	1.286425259

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	262766	26.6%
3	249582	25.2%
2	243362	24.6%
4	227145	23.0%
5	5968	0.6%
6	653	0.1%
7	97	< 0.1%
8	44	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	262766	26.6%
2	243362	24.6%
3	249582	25.2%
4	227145	23.0%
5	5968	0.6%

Value	Count	Frequency (%)
8	44	< 0.1%
7	97	< 0.1%
6	653	0.1%
5	5968	0.6%
4	227145	23.0%

MINUTES_REMAINING
Real number (ℝ_≥0)

ZEROS

Distinct count	13
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.350665964711601
Minimum	0
Maximum	12
Zeros	95937
Zeros (%)	9.7%
Memory size	7.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	12
Range	12
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.42966824
Coefficient of variation (CV)	0.6409796953
Kurtosis	-1.203374794
Mean	5.350665965
Median Absolute Deviation (MAD)	3
Skewness	0.0142333535
Sum	5295110
Variance	11.76262423

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	95937	9.7%
4	84467	8.5%
7	83765	8.5%
6	83738	8.5%
5	83675	8.5%
8	82996	8.4%
3	82981	8.4%
9	82582	8.3%
10	81984	8.3%
1	80580	8.1%
Other values (3)	146912	14.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	95937	9.7%
1	80580	8.1%
2	80281	8.1%
3	82981	8.4%
4	84467	8.5%

Value	Count	Frequency (%)
12	12	< 0.1%
11	66619	6.7%
10	81984	8.3%
9	82582	8.3%
8	82996	8.4%

SECONDS_REMAINING
Real number (ℝ_≥0)

ZEROS

Distinct count	60
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.862704460412463
Minimum	0
Maximum	59
Zeros	26720
Zeros (%)	2.7%
Memory size	7.6 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	14
median	29
Q3	44
95-th percentile	56
Maximum	59
Range	59
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	17.4310755
Coefficient of variation (CV)	0.6039307759
Kurtosis	-1.194178162
Mean	28.86270446
Median Absolute Deviation (MAD)	15
Skewness	0.005612559274
Sum	28563023
Variance	303.8423931

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	26720	2.7%
1	19496	2.0%
2	17800	1.8%
3	17069	1.7%
45	16976	1.7%
43	16905	1.7%
46	16888	1.7%
41	16874	1.7%
4	16863	1.7%
30	16861	1.7%
Other values (50)	807165	81.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26720	2.7%
1	19496	2.0%
2	17800	1.8%
3	17069	1.7%
4	16863	1.7%

Value	Count	Frequency (%)
59	15399	1.6%
58	15188	1.5%
57	15024	1.5%
56	15339	1.5%
55	15067	1.5%

EVENT_TYPE
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Missed Shot	531043
Made Shot	458574

Common Values
Length

Value	Count	Frequency (%)
Missed Shot	531043	53.7%
Made Shot	458574	46.3%

Length

Max length	11
Median length	11
Mean length	10.07322934
Min length	9

ACTION_TYPE
Categorical

HIGH CARDINALITY

Distinct count	53
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Jump Shot	375167
Pullup Jump shot	97142
Driving Layup Shot	85252
Layup Shot	57045
Step Back Jump shot	33927
Other values (48)	341084

Common Values
Length

Value	Count	Frequency (%)
Jump Shot	375167	37.9%
Pullup Jump shot	97142	9.8%
Driving Layup Shot	85252	8.6%
Layup Shot	57045	5.8%
Step Back Jump shot	33927	3.4%
Driving Floating Jump Shot	30163	3.0%
Floating Jump shot	23513	2.4%
Cutting Layup Shot	21464	2.2%
Running Layup Shot	20697	2.1%
Tip Layup Shot	20431	2.1%
Other values (43)	224816	22.7%

Length

Max length	34
Median length	16
Mean length	14.51304394
Min length	7

SHOT_TYPE
Categorical

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

2PT Field Goal	648034
3PT Field Goal	341583

Common Values
Length

Value	Count	Frequency (%)
2PT Field Goal	648034	65.5%
3PT Field Goal	341583	34.5%

Length

Max length	14
Median length	14
Mean length	14
Min length	14

SHOT_ZONE_BASIC
Categorical

HIGH CORRELATION

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Restricted Area	319872
Above the Break 3	262007
Mid-Range	169567
In The Paint (Non-RA)	158879
Left Corner 3	39826
Other values (2)	39466

Common Values
Length

Value	Count	Frequency (%)
Restricted Area	319872	32.3%
Above the Break 3	262007	26.5%
Mid-Range	169567	17.1%
In The Paint (Non-RA)	158879	16.1%
Left Corner 3	39826	4.0%
Right Corner 3	37476	3.8%
Backcourt	1990	0.2%

Length

Max length	21
Median length	15
Mean length	15.33428892
Min length	9

SHOT_ZONE_AREA
Categorical

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Center(C)	566715
Left Side Center(LC)	123686
Right Side Center(RC)	120269
Left Side(L)	90332
Right Side(R)	86409

Common Values
Length

Value	Count	Frequency (%)
Center(C)	566715	57.3%
Left Side Center(LC)	123686	12.5%
Right Side Center(RC)	120269	12.2%
Left Side(L)	90332	9.1%
Right Side(R)	86409	8.7%
Back Court(BC)	2206	0.2%

Length

Max length	21
Median length	9
Mean length	12.46743841
Min length	9

SHOT_ZONE_RANGE
Categorical

HIGH CORRELATION

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Less Than 8 ft.	411948
24+ ft.	339093
8-16 ft.	133184
16-24 ft.	103186
Back Court Shot	2206

Common Values
Length

Value	Count	Frequency (%)
Less Than 8 ft.	411948	41.6%
24+ ft.	339093	34.3%
8-16 ft.	133184	13.5%
16-24 ft.	103186	10.4%
Back Court Shot	2206	0.2%

Length

Max length	15
Median length	9
Mean length	10.69111282
Min length	7

SHOT_DISTANCE
Real number (ℝ_≥0)

ZEROS

Distinct count	88
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.99932398089362
Minimum	0
Maximum	87
Zeros	91731
Zeros (%)	9.3%
Memory size	7.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	12
Q3	24
95-th percentile	26
Maximum	87
Range	87
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	10.43408666
Coefficient of variation (CV)	0.8026637901
Kurtosis	-0.9445894518
Mean	12.99932398
Median Absolute Deviation (MAD)	11
Skewness	0.2093632493
Sum	12864352
Variance	108.8701643

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	112913	11.4%
25	103688	10.5%
0	91731	9.3%
2	77633	7.8%
24	65814	6.7%
26	59379	6.0%
23	45684	4.6%
3	37595	3.8%
22	28038	2.8%
4	26341	2.7%
Other values (78)	340801	34.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	91731	9.3%
1	112913	11.4%
2	77633	7.8%
3	37595	3.8%
4	26341	2.7%

Value	Count	Frequency (%)
87	2	< 0.1%
86	4	< 0.1%
85	2	< 0.1%
84	6	< 0.1%
83	7	< 0.1%

LOC_X
Real number (ℝ)

ZEROS

Distinct count	501
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-1.319432669406447
Minimum	-250
Maximum	250
Zeros	49320
Zeros (%)	5.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	-250
5-th percentile	-212
Q1	-46
median	0
Q3	43
95-th percentile	207
Maximum	250
Range	500
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	108.3561582
Coefficient of variation (CV)	-82.12329487
Kurtosis	0.07985736297
Mean	-1.319432669
Median Absolute Deviation (MAD)	45
Skewness	-0.02168937212
Sum	-1305733
Variance	11741.05701

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	49320	5.0%
2	15016	1.5%
-2	14862	1.5%
9	13777	1.4%
6	12189	1.2%
-6	11895	1.2%
3	11730	1.2%
-3	11161	1.1%
-9	10165	1.0%
1	9913	1.0%
Other values (491)	829589	83.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-250	61	< 0.1%
-249	6	< 0.1%
-248	113	< 0.1%
-247	23	< 0.1%
-246	179	< 0.1%

Value	Count	Frequency (%)
250	37	< 0.1%
249	7	< 0.1%
248	61	< 0.1%
247	20	< 0.1%
246	142	< 0.1%

LOC_Y
Real number (ℝ)

ZEROS

Distinct count	837
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	92.18057996174278
Minimum	-52
Maximum	867
Zeros	17317
Zeros (%)	1.7%
Memory size	7.6 MiB

Quantile statistics

Minimum	-52
5-th percentile	-3
Q1	11
median	51
Q3	175
95-th percentile	253
Maximum	867
Range	919
Interquartile range (IQR)	164

Descriptive statistics

Standard deviation	94.01477606
Coefficient of variation (CV)	1.019897858
Kurtosis	0.2173283998
Mean	92.18057996
Median Absolute Deviation (MAD)	50
Skewness	0.8209599721
Sum	91223469
Variance	8838.778118

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
11	24731	2.5%
1	22926	2.3%
-6	20071	2.0%
8	19845	2.0%
7	19611	2.0%
16	19353	2.0%
13	17916	1.8%
0	17317	1.7%
2	16449	1.7%
-1	14235	1.4%
Other values (827)	797163	80.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-52	1	< 0.1%
-51	3	< 0.1%
-49	2	< 0.1%
-48	1	< 0.1%
-46	6	< 0.1%

Value	Count	Frequency (%)
867	1	< 0.1%
857	1	< 0.1%
855	1	< 0.1%
852	2	< 0.1%
850	1	< 0.1%

SHOT_ATTEMPTED_FLAG
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1	989617

Frequency Table

Value	Count	Frequency (%)
1	989617	100.0%

SHOT_MADE_FLAG
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

0	531043
1	458574

Frequency Table

Value	Count	Frequency (%)
0	531043	53.7%
1	458574	46.3%

GAME_DATE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	949
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20184303.72078693
Minimum	20151027
Maximum	20210516
Zeros	0
Zeros (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	20151027
5-th percentile	20160101
Q1	20170319
median	20181214
Q3	20200201
95-th percentile	20210412
Maximum	20210516
Range	59489
Interquartile range (IQR)	29882

Descriptive statistics

Standard deviation	17894.21495
Coefficient of variation (CV)	0.0008865411061
Kurtosis	-1.066416694
Mean	20184303.72
Median Absolute Deviation (MAD)	11083
Skewness	-0.05932316428
Sum	1.99747301e+13
Variance	320202928.5

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20210516	2702	0.3%
20200120	2439	0.2%
20191228	2374	0.2%
20191127	2347	0.2%
20191129	2182	0.2%
20181123	2176	0.2%
20210127	2152	0.2%
20201223	2147	0.2%
20210414	2147	0.2%
20210421	2128	0.2%
Other values (939)	966823	97.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20151027	365	< 0.1%
20151028	1369	0.1%
20151029	240	< 0.1%
20151030	1340	0.1%
20151031	628	0.1%

Value	Count	Frequency (%)
20210516	2702	0.3%
20210515	1104	0.1%
20210514	1415	0.1%
20210513	1591	0.2%
20210512	1083	0.1%

HTM
Categorical

Distinct count	30
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

OKC	35389
TOR	35239
DET	35116
BOS	34972
POR	34742
Other values (25)	814159

Common Values
Length

Value	Count	Frequency (%)
OKC	35389	3.6%
TOR	35239	3.6%
DET	35116	3.5%
BOS	34972	3.5%
POR	34742	3.5%
WAS	33913	3.4%
MIN	33904	3.4%
NOP	33717	3.4%
PHI	33702	3.4%
ATL	33674	3.4%
Other values (20)	645249	65.2%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

VTM
Categorical

Distinct count	30
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

OKC	35160
POR	35081
TOR	34745
BOS	34725
DET	34629
Other values (25)	815277

Common Values
Length

Value	Count	Frequency (%)
OKC	35160	3.6%
POR	35081	3.5%
TOR	34745	3.5%
BOS	34725	3.5%
DET	34629	3.5%
MIN	34241	3.5%
UTA	34158	3.5%
WAS	34134	3.4%
LAL	33942	3.4%
MIL	33924	3.4%
Other values (20)	644878	65.2%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

SEASON_ID
Categorical

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

2020-21	190983
2018-19	188656
2019-20	179913
2017-18	160274
2016-17	145805

Common Values
Length

Value	Count	Frequency (%)
2020-21	190983	19.3%
2018-19	188656	19.1%
2019-20	179913	18.2%
2017-18	160274	16.2%
2016-17	145805	14.7%
2015-16	123986	12.5%

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	GRID_TYPE	GAME_ID	GAME_EVENT_ID	PLAYER_ID	PLAYER_NAME	TEAM_ID	TEAM_NAME	PERIOD	MINUTES_REMAINING	SECONDS_REMAINING	EVENT_TYPE	ACTION_TYPE	SHOT_TYPE	SHOT_ZONE_BASIC	SHOT_ZONE_AREA	SHOT_ZONE_RANGE	SHOT_DISTANCE	LOC_X	LOC_Y	SHOT_ATTEMPTED_FLAG	SHOT_MADE_FLAG	GAME_DATE	HTM	VTM	SEASON_ID
0	0	Shot Chart Detail	22000012	27	203932	Aaron Gordon	1610612753	Orlando Magic	1	9	56	Missed Shot	Jump Shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	24	-146	199	1	0	20201223	ORL	MIA	2020-21
1	1	Shot Chart Detail	22000012	40	203932	Aaron Gordon	1610612753	Orlando Magic	1	8	55	Made Shot	Running Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	-4	5	1	1	20201223	ORL	MIA	2020-21
2	2	Shot Chart Detail	22000012	60	203932	Aaron Gordon	1610612753	Orlando Magic	1	7	10	Missed Shot	Step Back Jump shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	25	-154	198	1	0	20201223	ORL	MIA	2020-21
3	3	Shot Chart Detail	22000012	64	203932	Aaron Gordon	1610612753	Orlando Magic	1	6	34	Made Shot	Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	-4	-4	1	1	20201223	ORL	MIA	2020-21
4	4	Shot Chart Detail	22000012	75	203932	Aaron Gordon	1610612753	Orlando Magic	1	5	36	Made Shot	Tip Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	0	0	1	1	20201223	ORL	MIA	2020-21
5	5	Shot Chart Detail	22000012	183	203932	Aaron Gordon	1610612753	Orlando Magic	2	9	50	Missed Shot	Step Back Jump shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	25	-187	171	1	0	20201223	ORL	MIA	2020-21
6	6	Shot Chart Detail	22000012	249	203932	Aaron Gordon	1610612753	Orlando Magic	2	5	51	Made Shot	Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	2	-4	27	1	1	20201223	ORL	MIA	2020-21
7	7	Shot Chart Detail	22000012	515	203932	Aaron Gordon	1610612753	Orlando Magic	4	11	34	Made Shot	Jump Shot	3PT Field Goal	Right Corner 3	Right Side(R)	24+ ft.	23	230	41	1	1	20201223	ORL	MIA	2020-21
8	8	Shot Chart Detail	22000012	539	203932	Aaron Gordon	1610612753	Orlando Magic	4	9	41	Made Shot	Jump Shot	2PT Field Goal	Mid-Range	Right Side(R)	16-24 ft.	19	167	94	1	1	20201223	ORL	MIA	2020-21
9	9	Shot Chart Detail	22000012	557	203932	Aaron Gordon	1610612753	Orlando Magic	4	8	33	Made Shot	Running Alley Oop Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	2	6	26	1	1	20201223	ORL	MIA	2020-21

Last rows

	df_index	GRID_TYPE	GAME_ID	GAME_EVENT_ID	PLAYER_ID	PLAYER_NAME	TEAM_ID	TEAM_NAME	PERIOD	MINUTES_REMAINING	SECONDS_REMAINING	EVENT_TYPE	ACTION_TYPE	SHOT_TYPE	SHOT_ZONE_BASIC	SHOT_ZONE_AREA	SHOT_ZONE_RANGE	SHOT_DISTANCE	LOC_X	LOC_Y	SHOT_ATTEMPTED_FLAG	SHOT_MADE_FLAG	GAME_DATE	HTM	VTM	SEASON_ID
989607	123976	Shot Chart Detail	21501226	161	203897	Zach LaVine	1610612750	Minnesota Timberwolves	2	8	7	Made Shot	Alley Oop Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	0	1	1	1	20160413	MIN	NOP	2015-16
989608	123977	Shot Chart Detail	21501226	193	203897	Zach LaVine	1610612750	Minnesota Timberwolves	2	4	18	Missed Shot	Jump Shot	3PT Field Goal	Right Corner 3	Right Side(R)	24+ ft.	22	227	3	1	0	20160413	MIN	NOP	2015-16
989609	123978	Shot Chart Detail	21501226	253	203897	Zach LaVine	1610612750	Minnesota Timberwolves	3	10	51	Missed Shot	Pullup Jump shot	3PT Field Goal	Above the Break 3	Center(C)	24+ ft.	24	71	234	1	0	20160413	MIN	NOP	2015-16
989610	123979	Shot Chart Detail	21501226	256	203897	Zach LaVine	1610612750	Minnesota Timberwolves	3	10	39	Made Shot	Running Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	1	12	11	1	1	20160413	MIN	NOP	2015-16
989611	123980	Shot Chart Detail	21501226	260	203897	Zach LaVine	1610612750	Minnesota Timberwolves	3	10	4	Made Shot	Step Back Jump shot	3PT Field Goal	Above the Break 3	Center(C)	24+ ft.	24	24	244	1	1	20160413	MIN	NOP	2015-16
989612	123981	Shot Chart Detail	21501226	270	203897	Zach LaVine	1610612750	Minnesota Timberwolves	3	8	59	Missed Shot	Turnaround Jump Shot	2PT Field Goal	Mid-Range	Left Side(L)	16-24 ft.	16	-158	51	1	0	20160413	MIN	NOP	2015-16
989613	123982	Shot Chart Detail	21501226	308	203897	Zach LaVine	1610612750	Minnesota Timberwolves	3	5	23	Missed Shot	Jump Shot	3PT Field Goal	Above the Break 3	Right Side Center(RC)	24+ ft.	24	87	228	1	0	20160413	MIN	NOP	2015-16
989614	123983	Shot Chart Detail	21501226	311	203897	Zach LaVine	1610612750	Minnesota Timberwolves	3	5	8	Missed Shot	Driving Reverse Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	4	3	1	0	20160413	MIN	NOP	2015-16
989615	123984	Shot Chart Detail	21501226	326	203897	Zach LaVine	1610612750	Minnesota Timberwolves	3	3	47	Missed Shot	Jump Shot	3PT Field Goal	Above the Break 3	Right Side Center(RC)	24+ ft.	24	81	232	1	0	20160413	MIN	NOP	2015-16
989616	123985	Shot Chart Detail	21501226	329	203897	Zach LaVine	1610612750	Minnesota Timberwolves	3	3	24	Made Shot	Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	0	1	1	1	20160413	MIN	NOP	2015-16

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows